Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add Wayfound-AI/wayfound-agent-skills --skill wayfoundgit clone --depth 1 https://github.com/Wayfound-AI/wayfound-agent-skillsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/wayfound-ai/wayfound-agent-skills/wayfound)<a href="https://agentmods.dev/skills/wayfound-ai/wayfound-agent-skills/wayfound"><img src="https://agentmods.dev/badge/skills/wayfound-ai/wayfound-agent-skills/wayfound/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/wayfound-ai/wayfound-agent-skills/wayfound"><img src="https://agentmods.dev/badge/skills/wayfound-ai/wayfound-agent-skills/wayfound.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00072 | $0.03243 |
| Opus 5 | $0.00036 | $0.01622 |
| Sonnet 5 | $0.00014 | $0.00649 |
| Haiku 4.5 | $0.00007 | $0.00324 |
Grade A, and why
wayfound scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
curl -X POST https://app.wayfound.ai/api/v2/sessions \ How it starts
The opening of the file, as written. The whole thing — 444 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Wayfound Integration
Wayfound is an AI agent supervision platform. It analyzes agent-user conversations for performance, compliance, and knowledge gaps. Send session transcripts via SDK or REST API, and Wayfound returns analysis including guideline violations, improvement suggestions, and performance metrics.
Docs: https://docs.wayfound.ai API reference: https://wayfound-api.readme.io/reference
Prerequisites
Before integrating, the developer needs:
- A Wayfound account at https://app.wayfound.ai
- An agent created on the platform with a name, role, and goal. The goal should have clear, verifiable success criteria — Wayfound's supervisor evaluates sessions against it.
- An API key — created on the Settings > Connections page (requires admin permissions)
- The Agent ID — found on the agent's Connection page
Set these as environment variables (both SDKs read them automatically):
export WAYFOUND_API_KEY="your-api-key"
export WAYFOUND_AGENT_ID="your-agent-id"
Message Format
All integration methods use the same message schema. Define messages once, use them with any method.
Each message in the array:
{
"timestamp": "2025-01-15T10:00:00Z",
"event_type": "assistant_message",
"attributes": {
"content": "Hello! How can I help you today?"
}
}
| Field | Type | Required | Description |
|---|---|---|---|
timestamp |
string | Yes | ISO 8601 datetime of when the message occurred |
event_type |
string | Yes | One of the 14 supported event types listed below |
attributes |
object | No | Event-specific data. Use content for message text |
label |
string | No | Classification label for the event |
description |
string | No | Additional context about the event |
The messages array has a 750 KB size limit.
Event Types
There are 14 supported event types. The AI Supervisor reasons about all of them when analyzing sessions.
| Event Type | Purpose | Key Attributes |
|---|---|---|
user_message |
User's input | content |
assistant_message |
Agent's response | content, model_name, tokens_total, latency_ms |
system_message |
Background system actions | content |
developer_message |
Internal dev/debug logs | content |
structured_message |
Structured options presented to user | options (array of {title, value}) |
reasoning_step |
Agent's internal reasoning | thought |
tool_call |
External tool/API invocation | tool_name, tool_input, tool_output, success, latency_ms |
agent_call |
Delegation to another agent | external_id, input |
user_feedback |
User rating or reaction | feedback_type (thumbs_up_down or stars), rating |
button_click |
User clicked a UI button | button_id |
link_click |
User clicked a link | url |
agent_handoff |
Transfer to human agent | reason |
human_review |
Supervisor/human follow-up | approver_id, status |
custom_event |
Any domain-specific event | event_name, details |
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 12d ago First seen · 444 lines · 72 tokens per session scan A 1f6f1e012305
wayfound is a skill published in the GitHub repository Wayfound-AI/wayfound-agent-skills (5 stars, last pushed 5mo ago), licensed MIT. It adds 72 tokens to every session and 3,243 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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